Heather M. Whitney

Heather M. Whitney

Wheaton College

H-index: 8

North America-United States

About Heather M. Whitney

Heather M. Whitney, With an exceptional h-index of 8 and a recent h-index of 8 (since 2020), a distinguished researcher at Wheaton College, specializes in the field of medical physics, quantitative medical imaging analysis, relaxometry, NMR, radiomics.

His recent articles reflect a diverse array of research interests and contributions to the field:

Automatic segmentation of malignant and benign adnexal lesions on ultrasound scans

Sequestration of imaging studies in MIDRC: using load factor to minimize algorithm performance overestimation and image reuse

Role of sureness in evaluating AI/CADx: Lesion‐based repeatability of machine learning classification performance on breast MRI

Automating tumor segmentation and tumor enhancement quantification of I-SPY2 data

Sequestration methodology in practice through evaluation of joint demographic distributions of 54,185 patients in the Medical Imaging and Data Resource Center (MIDRC) data commons

Assistance tools for the evaluation of machine learning algorithm performance: the decision tree based tools developed by the Medical Imaging and Data Resource Center (MIDRC …

Investigation of demographic implicit discrimination and disparate impact in chest radiography image-based AI for COVID-19 severity prediction

Special Section Guest Editorial: Global Health, Bias, and Diversity in AI in Medical Imaging

Heather M. Whitney Information

University

Position

Associate Professor of Physics

Citations(all)

544

Citations(since 2020)

498

Cited By

131

hIndex(all)

8

hIndex(since 2020)

8

i10Index(all)

8

i10Index(since 2020)

7

Email

University Profile Page

Wheaton College

Google Scholar

View Google Scholar Profile

Heather M. Whitney Skills & Research Interests

medical physics

quantitative medical imaging analysis

relaxometry

NMR

radiomics

Top articles of Heather M. Whitney

Title

Journal

Author(s)

Publication Date

Automatic segmentation of malignant and benign adnexal lesions on ultrasound scans

Heather M Whitney

Roni Yoeli-Bik

Jacques S Abramowicz

Li Lan

Hui Li

...

2024/4/3

Sequestration of imaging studies in MIDRC: using load factor to minimize algorithm performance overestimation and image reuse

Dylan Tang

Heather M Whitney

Kyle J Myers

Maryellen L Giger

2024/3/29

Role of sureness in evaluating AI/CADx: Lesion‐based repeatability of machine learning classification performance on breast MRI

Medical Physics

Heather M Whitney

Karen Drukker

Michael Vieceli

Amy Van Dusen

Michelle de Oliveira

...

2024/3

Automating tumor segmentation and tumor enhancement quantification of I-SPY2 data

Arden Frantzen

Heather M Whitney

Hui Li

Karen Drukker

Alexandra Edwards

...

2024/4/3

Sequestration methodology in practice through evaluation of joint demographic distributions of 54,185 patients in the Medical Imaging and Data Resource Center (MIDRC) data commons

Natalie Baughan

Heather M Whitney

Karen Drukker

Berkman Sahiner

Tingting Hu

...

2023/4/10

Assistance tools for the evaluation of machine learning algorithm performance: the decision tree based tools developed by the Medical Imaging and Data Resource Center (MIDRC …

Karen Drukker

Berkman Sahiner

Tingting Hu

Grace Hyun Kim

Heather M Whitney

...

2023/4/3

Investigation of demographic implicit discrimination and disparate impact in chest radiography image-based AI for COVID-19 severity prediction

Heather M Whitney

Hui Li

Karen Drukker

Michael Reeve

Maryellen L Giger

2023/4/3

Special Section Guest Editorial: Global Health, Bias, and Diversity in AI in Medical Imaging

Journal of Medical Imaging

Judy W Gichoya

Rui C Sá

Ronald M Summers

Heather Whitney

2023/11/1

Longitudinal assessment of demographic representativeness in the Medical Imaging and Data Resource Center Open Data Commons

arXiv preprint arXiv:2303.10501

Heather M Whitney

Natalie Baughan

Kyle J Myers

Karen Drukker

Judy Gichoya

...

2023/3/18

Sequestration of imaging studies in MIDRC: stratified sampling to balance demographic characteristics of patients in a multi-institutional data commons

Journal of Medical Imaging

Natalie Baughan

Heather M Whitney

Karen Drukker

Berkman Sahiner

Tingting Hu

...

2023/11/1

Differences in molecular subtype reference standards impact AI-based breast cancer classification with dynamic contrast-enhanced MRI

Radiology

Yu Ji

Heather M Whitney

Hui Li

Peifang Liu

Maryellen L Giger

...

2023/1/3

Toward fairness in artificial intelligence for medical image analysis: identification and mitigation of potential biases in the roadmap from data collection to model deployment

Journal of Medical Imaging

Karen Drukker

Weijie Chen

Judy Gichoya

Nicholas Gruszauskas

Jayashree Kalpathy-Cramer

...

2023/11/1

Predicting intensive care need for COVID-19 patients using deep learning on chest radiography

Journal of Medical Imaging

Hui Li

Karen Drukker

Qiyuan Hu

Heather M Whitney

Jordan D Fuhrman

...

2023/8

Performance metric curve analysis framework to assess impact of the decision variable threshold, disease prevalence, and dataset variability in two-class classification

Journal of Medical Imaging

Heather M Whitney

Karen Drukker

Maryellen L Giger

2022/5/1

Effect of different molecular subtype reference standards in AI training: implications for DCE-MRI radiomics of breast cancers

Heather M Whitney

Yu Ji

Hui Li

Peifang Liu

Maryellen L Giger

2022/4/4

Case-based repeatability and operating point variability of AI: breast lesion classification based on deep transfer learning

Heather M Whitney

Karen Drukker

Hiroyuki Abe

Maryellen L Giger

2022/4/4

Sequestration of imaging studies in MIDRC: a multi-institutional data commons

Natalie Baughan

Heather M Whitney

Karen Drukker

Berkman Sahiner

Tingting Hu

...

2022/4/4

Impact of continuous learning on diagnostic breast MRI AI: evaluation on an independent clinical dataset

Journal of Medical Imaging

Hui Li

Heather M Whitney

Yu Ji

Alexandra Edwards

John Papaioannou

...

2022/5/1

Case-based diagnostic classification repeatability using radiomic features extracted from full-field digital mammography images of breast lesions

Paul Amstutz

Karen Drukker

Hui Li

Hiroyuki Abe

Maryellen L Giger

...

2021/2/15

Multi-Stage Harmonization for Robust AI across Breast MR Databases

Cancers

Heather M Whitney

Hui Li

Yu Ji

Peifang Liu

Maryellen L Giger

2021/1

See List of Professors in Heather M. Whitney University(Wheaton College)

Co-Authors

H-index: 146
gore j or gore jc

gore j or gore jc

Vanderbilt University

H-index: 106
Maryellen Giger

Maryellen Giger

University of Chicago

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